Anne of Green Gables on Prince Edward Island?

My girlfriend really likes Anne of Green Gables, so I wanted to take her there and propose. Someone told me that it's based on Prince Edward Island... is that true? Are there places that are supposed to look like the book? Can anyone suggest anything?